{"data":{"id":"f4043d08-9166-4f4e-b59d-310c108c6969","title":"AIRRI: Towards a Human-Readable, Machine-Resistant Reading Interface","summary":"The authors present AIRRI, a framework that makes educational assignment images machine-resistant through character and word spacing, opacity variation, stripe overlays and noise, plus decision-based adversarial attacks (RayS, SurFree, ADBA). Tested against Tesseract, EasyOCR and GOT-OCR2, it raised character error rates for EasyOCR from 6.9% to 55.9%, Tesseract from 2.3% to 100.0%, and GOT-OCR2 from 30.7% to 48.1%.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://arxiv.org/abs/2610.18724v1","publishedAt":"2026-10-13T17:04:33.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["model_evasion"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["Tesseract","EasyOCR","GOT-OCR2"],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":"2026-10-13T17:04:33.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"preprint","atlasIds":null}}